[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M71952BMMFBG71K292ASQZ4P":3,"skill-same:01M71952BMMFBG71K292ASQZ4P":415},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":16,"sourceHtmlUrl":17,"categories":18,"keywords":19,"publishedAt":38,"linkOnly":39,"markdownContent":40,"markdownBody":41,"frontMatter":42,"refName":43,"commitSha":44,"skillDirectory":45,"forksCount":14,"repositoryHtmlUrl":46,"repositoryHomepageUrl":6,"ownerHtmlUrl":47,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":48,"install":49,"resources":62},"01M71952BMMFBG71K292ASQZ4P","karpathy-llm-wiki",null,"Use when building or maintaining a personal LLM-powered knowledge base. Triggers: ingesting sources into a wiki, querying wiki knowledge, linting wiki quality, 'add to wiki', 'what do I know about', or any mention of 'LLM wiki' or 'Karpathy wiki'.","Gaya56\u002FAI-Graphing","Gaya56","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F174566631?v=4","01M7194ZTAG0Y645G9B17HNF4E","Gaya","01M7194ZTZ94928MCF53TY80YB",0,"MIT","https:\u002F\u002Fgithub.com\u002FGaya56\u002FAI-Graphing\u002Fblob\u002Fmain\u002FLICENSE","https:\u002F\u002Fgithub.com\u002FGaya56\u002FAI-Graphing\u002Fblob\u002Fmain\u002FSKILL.md",[],[20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],"llm wiki","karpathy llm wiki","karpathy","wiki","karpathy wiki","add","personal","base","quality","about","linting","knowledge base","when","use","knowledge","triggers","do","sources","2026-11-10 10:12:30",false,"---\nname: karpathy-llm-wiki\ndescription: \"Use when building or maintaining a personal LLM-powered knowledge base. Triggers: ingesting sources into a wiki, querying wiki knowledge, linting wiki quality, 'add to wiki', 'what do I know about', or any mention of 'LLM wiki' or 'Karpathy wiki'.\"\n---\n\n# Karpathy LLM Wiki\n\nBuild and maintain a personal knowledge base using LLMs. You manage two directories: `raw\u002F` (immutable source material) and `wiki\u002F` (compiled knowledge articles). Sources go into raw\u002F, you compile them into wiki articles, and the wiki compounds over time.\n\nCore ideas from Karpathy:\n- \"The LLM writes and maintains the wiki; the human reads and asks questions.\"\n- \"The wiki is a persistent, compounding artifact.\"\n\n## Architecture\n\nThree layers, all under the user's project root:\n\n**raw\u002F** — Immutable source material. You read, never modify. Organized by topic subdirectories (e.g., `raw\u002Fmachine-learning\u002F`).\n\n**wiki\u002F** — Compiled knowledge articles. You have full ownership. Organized by topic subdirectories, one level only: `wiki\u002F\u003Ctopic>\u002F\u003Carticle>.md`. Contains:\n- `wiki\u002Findex.md` — Top-level topic directory. One row per topic, with a link into that topic's own index, a short description, and an optional Updated date. No article rows at this level.\n- `wiki\u002F\u003Ctopic>\u002Findex.md` — Per-topic index. One row per article in that topic, with link + summary + Updated date.\n- `wiki\u002Flog.md` — Append-only operation log (single file at wiki root, covers all topics chronologically).\n\n**SKILL.md** (this file) — Schema layer. Defines structure and workflow rules.\n\nTemplates live in `references\u002F` relative to this file. Read them when you need the exact format for raw files, articles, archive pages, or the index.\n\n### Initialization\n\nTriggers only on the first Ingest. Check whether `raw\u002F` and `wiki\u002F` exist. Create only what is missing; never overwrite existing files:\n\n- `raw\u002F` directory (with `.gitkeep`)\n- `wiki\u002F` directory (with `.gitkeep`)\n- `wiki\u002Findex.md` — heading `# Knowledge Base Index`, empty body\n- `wiki\u002Flog.md` — heading `# Wiki Log`, empty body\n\nIf Query or Lint cannot find the wiki structure, tell the user: \"Run an ingest first to initialize the wiki.\" Do not auto-create.\n\n---\n\n## Ingest\n\nFetch a source into raw\u002F, then compile it into wiki\u002F. Always both steps, no exceptions.\n\n### Fetch (raw\u002F)\n\n1. Get the source content using whatever web or file tools your environment provides. If nothing can reach the source, ask the user to paste it directly.\n\n2. Pick a topic directory. Check existing `raw\u002F` subdirectories first; reuse one if the topic is close enough. Create a new subdirectory only for genuinely distinct topics.\n\n3. Save as `raw\u002F\u003Ctopic>\u002FYYYY-MM-DD-descriptive-slug.md`.\n   - Slug from source title, kebab-case, max 60 characters.\n   - Published date unknown → omit the date prefix from the file name (e.g., `descriptive-slug.md`). The metadata Published field still appears; set it to `Unknown`.\n   - If a file with the same name already exists, append a numeric suffix (e.g., `descriptive-slug-2.md`).\n   - Include metadata header: source URL, collected date, published date.\n   - Preserve original text. Clean formatting noise. Do not rewrite opinions.\n\n   See `references\u002Fraw-template.md` for the exact format.\n\n**Binary or tabular sources (CSV, JSON, Parquet, images, etc.).** The raw artifact is the source file itself — copy it verbatim into `raw\u002F\u003Ctopic>\u002FYYYY-MM-DD-descriptive-slug.\u003Cext>` with no modification. Alongside it, create a markdown sidecar at `raw\u002F\u003Ctopic>\u002FYYYY-MM-DD-descriptive-slug.md` carrying the same metadata header (Source URL, Collected, Published) plus a Schema section for tabular sources. The compiled wiki article references both — sidecar for context, raw file for the full data. When the source is too large to inline, sample a representative preview in the wiki article and point at the raw file for the complete content.\n\n### Compile (wiki\u002F)\n\nDetermine where the new content belongs:\n\n- **Same core thesis as existing article** → Merge into that article. Add the new source to Sources\u002FRaw. Update affected sections.\n- **New concept** → Create a new article in the most relevant topic directory. Name the file after the concept, not the raw file.\n- **Spans multiple topics** → Place in the most relevant directory. Add See Also cross-references to related articles elsewhere.\n\nThese are not mutually exclusive. A single source may warrant merging into one article while also creating a separate article for a distinct concept it introduces. In all cases, check for factual conflicts: if the new source contradicts existing content, annotate the disagreement with source attribution. When merging, note the conflict within the merged article. When the conflicting content lives in separate articles, note it in both and cross-link them.\n\nSee `references\u002Farticle-template.md` for article format. Key points:\n- Sources field: author, organization, or publication name + date, semicolon-separated.\n- Raw field: markdown links to raw\u002F files, semicolon-separated.\n- Relative paths from `wiki\u002F\u003Ctopic>\u002F` use `..\u002F..\u002Fraw\u002F\u003Ctopic>\u002F\u003Cfile>.md` (two levels up to project root).\n\n### Cascade Updates\n\nAfter the primary article, check for ripple effects:\n\n1. Scan articles in the same topic directory for content affected by the new source.\n2. Update every article in that same topic whose content is materially affected. Each updated file gets its Updated date refreshed.\n\nCascade Updates are same-topic only. Cross-topic See Also additions are out of scope for Ingest — the wiki-linter surfaces missing cross-topic references as heuristic findings, and those are applied as a separate editorial step if desired.\n\nArchive pages are never cascade-updated (they are point-in-time snapshots).\n\n### Post-Ingest\n\nUpdate `wiki\u002F\u003Ctopic>\u002Findex.md`: add or update entries for every touched article in that topic. When the ingest introduces a genuinely new topic (no existing `wiki\u002F\u003Ctopic>\u002F` directory before this ingest), also create `wiki\u002F\u003Ctopic>\u002Findex.md` with the topic description, and add one row for the new topic in the top-level `wiki\u002Findex.md`. Never add article rows to the top-level index. The Updated date reflects when the article's knowledge content last changed, not the file system timestamp. See `references\u002Ftopic-index-template.md` for the per-topic format and `references\u002Findex-template.md` for the top-level format.\n\nAppend to `wiki\u002Flog.md`:\n\n```\n## [YYYY-MM-DD] ingest | \u003Cprimary article title>\n- Updated: \u003Ccascade-updated article title>\n- Updated: \u003Canother cascade-updated article title>\n```\n\nOmit `- Updated:` lines when no cascade updates occur.\n\n---\n\n## Query\n\nSearch the wiki and answer questions. Examples of triggers:\n- \"What do I know about X?\"\n- \"Summarize everything related to Y\"\n- \"Compare A and B based on my wiki\"\n\n### Steps\n\n1. Read `wiki\u002Findex.md` to locate relevant articles.\n2. Read those articles and synthesize an answer.\n3. Prefer wiki content over your own training knowledge. Cite sources with markdown links: `[Article Title](wiki\u002Ftopic\u002Farticle.md)` (project-root-relative paths for in-conversation citations; within wiki\u002F files, use paths relative to the current file).\n4. Output the answer in the conversation. Do not write files unless asked.\n\n### Archiving\n\nWhen the user explicitly asks to archive or save the answer to the wiki:\n\n1. Write the answer as a new wiki page. See `references\u002Farchive-template.md`. When converting conversation citations to the archive page, rewrite project-root-relative paths (e.g., `wiki\u002Ftopic\u002Farticle.md`) to file-relative paths (e.g., `..\u002Ftopic\u002Farticle.md` or `article.md` for same-directory).\n   - Sources: markdown links to the wiki articles cited in the answer.\n   - No Raw field (content does not come from raw\u002F).\n   - File name reflects the query topic, e.g., `transformer-architectures-overview.md`.\n   - Place in the most relevant topic directory.\n2. Always create a new page. Never merge into existing articles (archive content is a synthesized answer, not raw material).\n3. Update `wiki\u002Findex.md`. Prefix the Summary with `[Archived]`.\n4. Append to `wiki\u002Flog.md`:\n   ```\n   ## [YYYY-MM-DD] query | Archived: \u003Cpage title>\n   ```\n\n---\n\n## Lint\n\nQuality checks on the wiki. Two categories with different authority levels.\n\n### Deterministic Checks (auto-fix)\n\nFix these automatically:\n\n**Index consistency** — compare `wiki\u002Findex.md` against actual wiki\u002F files (excluding index.md and log.md):\n- File exists but missing from index → add entry with `(no summary)` placeholder. For Updated, use the article's metadata Updated date if present; otherwise fall back to file's last modified date.\n- Index entry points to nonexistent file → mark as `[MISSING]` in the index. Do not delete the entry; let the user decide.\n\n**Internal links** — for every markdown link in wiki\u002F article files (body text and Sources metadata), excluding Raw field links (validated by Raw references below) and excluding index.md\u002Flog.md (handled above):\n- Target does not exist → search wiki\u002F for a file with the same name elsewhere.\n  - Exactly one match → fix the path.\n  - Zero or multiple matches → report to the user.\n\n**Raw references** — every link in a Raw field must point to an existing raw\u002F file:\n- Target does not exist → search raw\u002F for a file with the same name elsewhere.\n  - Exactly one match → fix the path.\n  - Zero or multiple matches → report to the user.\n\n**See Also** — within each topic directory:\n- Add obviously missing cross-references between related articles.\n- Remove links to deleted files.\n\n### Heuristic Checks (report only)\n\nThese rely on your judgment. Report findings without auto-fixing:\n\n- Factual contradictions across articles\n- Outdated claims superseded by newer sources\n- Missing conflict annotations where sources disagree\n- Orphan pages with no inbound links from other wiki articles\n- Missing cross-topic references\n- Concepts frequently mentioned but lacking a dedicated page\n- Archive pages whose cited source articles have been substantially updated since archival\n\n### Post-Lint\n\nAppend to `wiki\u002Flog.md`:\n\n```\n## [YYYY-MM-DD] lint | \u003CN> issues found, \u003CM> auto-fixed\n```\n\n---\n\n## Conventions\n\n- Standard markdown with relative links throughout.\n- wiki\u002F supports one level of topic subdirectories only. No deeper nesting.\n- Today's date for log entries, Collected dates, and Archived dates. Updated dates reflect when the article's knowledge content last changed. Published dates come from the source (use `Unknown` when unavailable).\n- Inside wiki\u002F files, all markdown links use paths relative to the current file. In conversation output, use project-root-relative paths (e.g., `wiki\u002Ftopic\u002Farticle.md`).\n- Ingest updates `wiki\u002F\u003Ctopic>\u002Findex.md` and `wiki\u002Flog.md` on every run, and also writes a new row in `wiki\u002Findex.md` when (and only when) the ingest creates a new topic. Archive (from Query) updates the topic's `index.md` and the log. Lint updates `wiki\u002Flog.md` (and any relevant index only when auto-fixing index entries). Plain queries do not write any files.\n","# Karpathy LLM Wiki\n\nBuild and maintain a personal knowledge base using LLMs. You manage two directories: `raw\u002F` (immutable source material) and `wiki\u002F` (compiled knowledge articles). Sources go into raw\u002F, you compile them into wiki articles, and the wiki compounds over time.\n\nCore ideas from Karpathy:\n- \"The LLM writes and maintains the wiki; the human reads and asks questions.\"\n- \"The wiki is a persistent, compounding artifact.\"\n\n## Architecture\n\nThree layers, all under the user's project root:\n\n**raw\u002F** — Immutable source material. You read, never modify. Organized by topic subdirectories (e.g., `raw\u002Fmachine-learning\u002F`).\n\n**wiki\u002F** — Compiled knowledge articles. You have full ownership. Organized by topic subdirectories, one level only: `wiki\u002F\u003Ctopic>\u002F\u003Carticle>.md`. Contains:\n- `wiki\u002Findex.md` — Top-level topic directory. One row per topic, with a link into that topic's own index, a short description, and an optional Updated date. No article rows at this level.\n- `wiki\u002F\u003Ctopic>\u002Findex.md` — Per-topic index. One row per article in that topic, with link + summary + Updated date.\n- `wiki\u002Flog.md` — Append-only operation log (single file at wiki root, covers all topics chronologically).\n\n**SKILL.md** (this file) — Schema layer. Defines structure and workflow rules.\n\nTemplates live in `references\u002F` relative to this file. Read them when you need the exact format for raw files, articles, archive pages, or the index.\n\n### Initialization\n\nTriggers only on the first Ingest. Check whether `raw\u002F` and `wiki\u002F` exist. Create only what is missing; never overwrite existing files:\n\n- `raw\u002F` directory (with `.gitkeep`)\n- `wiki\u002F` directory (with `.gitkeep`)\n- `wiki\u002Findex.md` — heading `# Knowledge Base Index`, empty body\n- `wiki\u002Flog.md` — heading `# Wiki Log`, empty body\n\nIf Query or Lint cannot find the wiki structure, tell the user: \"Run an ingest first to initialize the wiki.\" Do not auto-create.\n\n---\n\n## Ingest\n\nFetch a source into raw\u002F, then compile it into wiki\u002F. Always both steps, no exceptions.\n\n### Fetch (raw\u002F)\n\n1. Get the source content using whatever web or file tools your environment provides. If nothing can reach the source, ask the user to paste it directly.\n\n2. Pick a topic directory. Check existing `raw\u002F` subdirectories first; reuse one if the topic is close enough. Create a new subdirectory only for genuinely distinct topics.\n\n3. Save as `raw\u002F\u003Ctopic>\u002FYYYY-MM-DD-descriptive-slug.md`.\n   - Slug from source title, kebab-case, max 60 characters.\n   - Published date unknown → omit the date prefix from the file name (e.g., `descriptive-slug.md`). The metadata Published field still appears; set it to `Unknown`.\n   - If a file with the same name already exists, append a numeric suffix (e.g., `descriptive-slug-2.md`).\n   - Include metadata header: source URL, collected date, published date.\n   - Preserve original text. Clean formatting noise. Do not rewrite opinions.\n\n   See `references\u002Fraw-template.md` for the exact format.\n\n**Binary or tabular sources (CSV, JSON, Parquet, images, etc.).** The raw artifact is the source file itself — copy it verbatim into `raw\u002F\u003Ctopic>\u002FYYYY-MM-DD-descriptive-slug.\u003Cext>` with no modification. Alongside it, create a markdown sidecar at `raw\u002F\u003Ctopic>\u002FYYYY-MM-DD-descriptive-slug.md` carrying the same metadata header (Source URL, Collected, Published) plus a Schema section for tabular sources. The compiled wiki article references both — sidecar for context, raw file for the full data. When the source is too large to inline, sample a representative preview in the wiki article and point at the raw file for the complete content.\n\n### Compile (wiki\u002F)\n\nDetermine where the new content belongs:\n\n- **Same core thesis as existing article** → Merge into that article. Add the new source to Sources\u002FRaw. Update affected sections.\n- **New concept** → Create a new article in the most relevant topic directory. Name the file after the concept, not the raw file.\n- **Spans multiple topics** → Place in the most relevant directory. Add See Also cross-references to related articles elsewhere.\n\nThese are not mutually exclusive. A single source may warrant merging into one article while also creating a separate article for a distinct concept it introduces. In all cases, check for factual conflicts: if the new source contradicts existing content, annotate the disagreement with source attribution. When merging, note the conflict within the merged article. When the conflicting content lives in separate articles, note it in both and cross-link them.\n\nSee `references\u002Farticle-template.md` for article format. Key points:\n- Sources field: author, organization, or publication name + date, semicolon-separated.\n- Raw field: markdown links to raw\u002F files, semicolon-separated.\n- Relative paths from `wiki\u002F\u003Ctopic>\u002F` use `..\u002F..\u002Fraw\u002F\u003Ctopic>\u002F\u003Cfile>.md` (two levels up to project root).\n\n### Cascade Updates\n\nAfter the primary article, check for ripple effects:\n\n1. Scan articles in the same topic directory for content affected by the new source.\n2. Update every article in that same topic whose content is materially affected. Each updated file gets its Updated date refreshed.\n\nCascade Updates are same-topic only. Cross-topic See Also additions are out of scope for Ingest — the wiki-linter surfaces missing cross-topic references as heuristic findings, and those are applied as a separate editorial step if desired.\n\nArchive pages are never cascade-updated (they are point-in-time snapshots).\n\n### Post-Ingest\n\nUpdate `wiki\u002F\u003Ctopic>\u002Findex.md`: add or update entries for every touched article in that topic. When the ingest introduces a genuinely new topic (no existing `wiki\u002F\u003Ctopic>\u002F` directory before this ingest), also create `wiki\u002F\u003Ctopic>\u002Findex.md` with the topic description, and add one row for the new topic in the top-level `wiki\u002Findex.md`. Never add article rows to the top-level index. The Updated date reflects when the article's knowledge content last changed, not the file system timestamp. See `references\u002Ftopic-index-template.md` for the per-topic format and `references\u002Findex-template.md` for the top-level format.\n\nAppend to `wiki\u002Flog.md`:\n\n```\n## [YYYY-MM-DD] ingest | \u003Cprimary article title>\n- Updated: \u003Ccascade-updated article title>\n- Updated: \u003Canother cascade-updated article title>\n```\n\nOmit `- Updated:` lines when no cascade updates occur.\n\n---\n\n## Query\n\nSearch the wiki and answer questions. Examples of triggers:\n- \"What do I know about X?\"\n- \"Summarize everything related to Y\"\n- \"Compare A and B based on my wiki\"\n\n### Steps\n\n1. Read `wiki\u002Findex.md` to locate relevant articles.\n2. Read those articles and synthesize an answer.\n3. Prefer wiki content over your own training knowledge. Cite sources with markdown links: `[Article Title](wiki\u002Ftopic\u002Farticle.md)` (project-root-relative paths for in-conversation citations; within wiki\u002F files, use paths relative to the current file).\n4. Output the answer in the conversation. Do not write files unless asked.\n\n### Archiving\n\nWhen the user explicitly asks to archive or save the answer to the wiki:\n\n1. Write the answer as a new wiki page. See `references\u002Farchive-template.md`. When converting conversation citations to the archive page, rewrite project-root-relative paths (e.g., `wiki\u002Ftopic\u002Farticle.md`) to file-relative paths (e.g., `..\u002Ftopic\u002Farticle.md` or `article.md` for same-directory).\n   - Sources: markdown links to the wiki articles cited in the answer.\n   - No Raw field (content does not come from raw\u002F).\n   - File name reflects the query topic, e.g., `transformer-architectures-overview.md`.\n   - Place in the most relevant topic directory.\n2. Always create a new page. Never merge into existing articles (archive content is a synthesized answer, not raw material).\n3. Update `wiki\u002Findex.md`. Prefix the Summary with `[Archived]`.\n4. Append to `wiki\u002Flog.md`:\n   ```\n   ## [YYYY-MM-DD] query | Archived: \u003Cpage title>\n   ```\n\n---\n\n## Lint\n\nQuality checks on the wiki. Two categories with different authority levels.\n\n### Deterministic Checks (auto-fix)\n\nFix these automatically:\n\n**Index consistency** — compare `wiki\u002Findex.md` against actual wiki\u002F files (excluding index.md and log.md):\n- File exists but missing from index → add entry with `(no summary)` placeholder. For Updated, use the article's metadata Updated date if present; otherwise fall back to file's last modified date.\n- Index entry points to nonexistent file → mark as `[MISSING]` in the index. Do not delete the entry; let the user decide.\n\n**Internal links** — for every markdown link in wiki\u002F article files (body text and Sources metadata), excluding Raw field links (validated by Raw references below) and excluding index.md\u002Flog.md (handled above):\n- Target does not exist → search wiki\u002F for a file with the same name elsewhere.\n  - Exactly one match → fix the path.\n  - Zero or multiple matches → report to the user.\n\n**Raw references** — every link in a Raw field must point to an existing raw\u002F file:\n- Target does not exist → search raw\u002F for a file with the same name elsewhere.\n  - Exactly one match → fix the path.\n  - Zero or multiple matches → report to the user.\n\n**See Also** — within each topic directory:\n- Add obviously missing cross-references between related articles.\n- Remove links to deleted files.\n\n### Heuristic Checks (report only)\n\nThese rely on your judgment. Report findings without auto-fixing:\n\n- Factual contradictions across articles\n- Outdated claims superseded by newer sources\n- Missing conflict annotations where sources disagree\n- Orphan pages with no inbound links from other wiki articles\n- Missing cross-topic references\n- Concepts frequently mentioned but lacking a dedicated page\n- Archive pages whose cited source articles have been substantially updated since archival\n\n### Post-Lint\n\nAppend to `wiki\u002Flog.md`:\n\n```\n## [YYYY-MM-DD] lint | \u003CN> issues found, \u003CM> auto-fixed\n```\n\n---\n\n## Conventions\n\n- Standard markdown with relative links throughout.\n- wiki\u002F supports one level of topic subdirectories only. No deeper nesting.\n- Today's date for log entries, Collected dates, and Archived dates. Updated dates reflect when the article's knowledge content last changed. Published dates come from the source (use `Unknown` when unavailable).\n- Inside wiki\u002F files, all markdown links use paths relative to the current file. In conversation output, use project-root-relative paths (e.g., `wiki\u002Ftopic\u002Farticle.md`).\n- Ingest updates `wiki\u002F\u003Ctopic>\u002Findex.md` and `wiki\u002Flog.md` on every run, and also writes a new row in `wiki\u002Findex.md` when (and only when) the ingest creates a new topic. Archive (from Query) updates the topic's `index.md` and the log. Lint updates `wiki\u002Flog.md` (and any relevant index only when auto-fixing index entries). 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